A multilingual Angular and Firebase web app deployed on AWS S3, designed with the University of Michigan School of Nursing to raise awareness of prediabetes through interactive storytelling, science-backed risk assessments, and personalized next steps. Features include dynamic language switching, accessible UI, and intuitive navigation, with positive feedback from community engagement sessions. Project Link

An end-to-end traffic accident forecasting tool integrating dynamic severity prediction, real-time road-type detection using OpenStreetMap, and interactive visualizations via Folium and JavaScript. The system handles over 500K+ traffic records and supports location-specific risk analysis across mobile and web interfaces. Built for rapid data insight and smart urban safety planning. Project Link.

The KASGAA Platform is a comprehensive solution for managing web and mobile systems, featuring a responsive web platform and an interactive mobile app. The web platform includes features like dynamic notifications, account management, and personalized dashboards. The mobile app offers profile management, language toggles (English/Korean), digital ID integration, and real-time push notifications. A robust Flask-based backend supports authentication, data management, and seamless API integration. Project Link.

This project implements a real-time stress detection system combining audio and video analysis to evaluate emotional states. The audio module utilizes librosa for feature extraction and a 1D CNN to classify stress levels from speech, while the video module uses grayscale images and a 2D CNN for facial emotion recognition. The system is designed for applications in dispatcher mental health monitoring, offering insights into stress levels and mood states based on real-time input. Project Link

Magic Seeds is a smart plant care web platform designed to help plant lovers manage their plants with ease. Users can add plants, set custom watering schedules, and receive reminders through the MagicLoops API framework for text notifications. The platform includes dynamic popups for managing plant details, a profile popup for account management, and randomized plant images to keep the interface fresh. Although full SMS integration wasn't implemented due to resource limitations, the project establishes a solid foundation for future updates. Project Link.

AAA Bingo is a real-time, interactive multiplayer game that combines traditional bingo with fun twists and challenges. Features include customizable game boards, trivia questions, and dynamic sound effects to enhance gameplay. Players can compete in teams, track scores, and enjoy engaging "Fun Consequence" modes that introduce unexpected elements, making every game unpredictable and entertaining. Project Link.

This project is a real-time multiplayer UNO game platform using Angular and Socket.io, featuring interactive gameplay, seamless user experience, and efficient server-side player management and game logic. Project Link.

This project predicts pulmonary fibrosis progression using CNNs and quantile regression, integrating EfficientNet for image processing and quantile loss functions for accurate, reliable FVC decline predictions. Project Link.

This project uses YOLO and OpenCV for high-accuracy rock detection, highlighting top rocks and generating normalized labels, enhancing automated detection in geological and exploration applications. Project Link.

This project uses Word2Vec and FastText models to generate contextually relevant clues for the game "Codenames." It clusters word vectors and analyzes semantic similarities to create optimized clues for gameplay. Project Link.

FreeCycle is an innovative platform dedicated to reducing waste and promoting sustainability by enabling local communities to exchange and repurpose goods. By connecting users within the same ZIP code, FreeCycle fosters collaboration and encourages a circular economy that prioritizes reuse, recycling, and resource conservation. Project Link.

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